{"id":"W2891162938","doi":"10.4236/ojrad.2018.83020","title":"Online TI-RADS Calculator","year":2018,"lang":"en","type":"article","venue":"Open Journal of Radiology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Thyroid nodules; Thyroid; Radiology; Ultrasound; Nodule (geology); Calculator; Malignancy; Fine-needle aspiration; Medical physics; Biopsy; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002096834,0.00008567629,0.0004215832,0.00006510784,0.00004075065,0.00001331471,0.0001992633,0.00006069148,0.0006107271],"category_scores_gemma":[0.00005517876,0.00005610899,0.00009545069,0.00007310787,0.0001118785,0.00007073525,0.0000510438,0.0001348106,0.00004609361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030255,"about_ca_system_score_gemma":0.0002042854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002990118,"about_ca_topic_score_gemma":0.00002076667,"domain_scores_codex":[0.9992921,0.00005127009,0.0003034046,0.0001054274,0.00009334021,0.0001544446],"domain_scores_gemma":[0.9992551,0.00003235126,0.0001984651,0.0001702262,0.0001770451,0.0001668052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004258967,0.004289273,0.3396339,0.00004963778,0.003043999,0.003745867,0.001159742,0.00001592712,0.02023459,0.004680224,0.5184023,0.1004856],"study_design_scores_gemma":[0.01321477,0.01563646,0.4879592,0.0003008143,0.0005816499,0.0271859,0.0001807995,0.000030458,0.008309172,0.0005504476,0.4458377,0.0002126034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987986,0.002474629,0.00007863551,0.006376666,0.0006272424,0.0001492326,0.000006655499,0.000003688611,0.002297238],"genre_scores_gemma":[0.9931774,0.0004570266,0.003013688,0.00153984,0.001293456,0.000002669488,0.00000401316,0.00001177478,0.000500144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1483253,"threshold_uncertainty_score":0.6687034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566614424983577,"score_gpt":0.3614804029858935,"score_spread":0.3258142587360577,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}